Encourage Deep Q to seek short-term reward
Thanks for the responses - after taking into account the 'risk' the network experiences when working with unstable financial data I modified the activation layers from RelU to Sigmoid - this has lead to a considerable improvement to both results (profit!) and additionally the rate at which actions are carried out. 

I will also edit the above question to provide further details.